Overview
Brought to you by YData
Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 15319 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 1081 |
| Duplicate rows (%) | 7.1% |
| Total size in memory | 13.5 MiB |
| Average record size in memory | 927.1 B |
Variable types
| Categorical | 18 |
|---|---|
| Numeric | 12 |
| Text | 1 |
| DateTime | 1 |
hotel has constant value "City Hotel" | Constant |
is_canceled has constant value "1" | Constant |
arrival_date_year has constant value "2016" | Constant |
required_car_parking_spaces has constant value "0" | Constant |
| Dataset has 1081 (7.1%) duplicate rows | Duplicates |
arrival_date_month is highly overall correlated with arrival_date_week_number | High correlation |
arrival_date_week_number is highly overall correlated with arrival_date_month | High correlation |
assigned_room_type is highly overall correlated with reserved_room_type | High correlation |
cancellation_ratio is highly overall correlated with previous_cancellations | High correlation |
deposit_type is highly overall correlated with market_segment | High correlation |
distribution_channel is highly overall correlated with market_segment | High correlation |
market_segment is highly overall correlated with deposit_type and 1 other fields | High correlation |
previous_cancellations is highly overall correlated with cancellation_ratio | High correlation |
reserved_room_type is highly overall correlated with assigned_room_type | High correlation |
stays_in_week_nights is highly overall correlated with total_stay | High correlation |
stays_in_weekend_nights is highly overall correlated with total_stay | High correlation |
total_stay is highly overall correlated with stays_in_week_nights and 1 other fields | High correlation |
adults is highly imbalanced (56.7%) | Imbalance |
children is highly imbalanced (79.9%) | Imbalance |
babies is highly imbalanced (97.8%) | Imbalance |
distribution_channel is highly imbalanced (80.5%) | Imbalance |
is_repeated_guest is highly imbalanced (96.0%) | Imbalance |
reserved_room_type is highly imbalanced (66.3%) | Imbalance |
assigned_room_type is highly imbalanced (66.2%) | Imbalance |
customer_type is highly imbalanced (72.2%) | Imbalance |
total_of_special_requests is highly imbalanced (63.0%) | Imbalance |
reservation_status is highly imbalanced (77.9%) | Imbalance |
previous_bookings_not_canceled is highly skewed (γ1 = 36.26197166) | Skewed |
stays_in_weekend_nights has 7804 (50.9%) zeros | Zeros |
stays_in_week_nights has 769 (5.0%) zeros | Zeros |
previous_cancellations has 14020 (91.5%) zeros | Zeros |
previous_bookings_not_canceled has 15255 (99.6%) zeros | Zeros |
booking_changes has 14471 (94.5%) zeros | Zeros |
days_in_waiting_list has 13243 (86.4%) zeros | Zeros |
cancellation_ratio has 14020 (91.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-01-24 19:09:24.340285 |
|---|---|
| Analysis finished | 2025-01-24 19:09:57.284683 |
| Duration | 32.94 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
hotel
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| City Hotel |
|---|
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | City Hotel |
|---|---|
| 2nd row | City Hotel |
| 3rd row | City Hotel |
| 4th row | City Hotel |
| 5th row | City Hotel |
Common Values
| Value | Count | Frequency (%) |
| City Hotel | 15319 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| city | 15319 | |
| hotel | 15319 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 30638 | |
| C | 15319 | |
| i | 15319 | |
| y | 15319 | |
| 15319 | ||
| H | 15319 | |
| o | 15319 | |
| e | 15319 | |
| l | 15319 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 153190 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 30638 | |
| C | 15319 | |
| i | 15319 | |
| y | 15319 | |
| 15319 | ||
| H | 15319 | |
| o | 15319 | |
| e | 15319 | |
| l | 15319 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 153190 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 30638 | |
| C | 15319 | |
| i | 15319 | |
| y | 15319 | |
| 15319 | ||
| H | 15319 | |
| o | 15319 | |
| e | 15319 | |
| l | 15319 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 153190 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 30638 | |
| C | 15319 | |
| i | 15319 | |
| y | 15319 | |
| 15319 | ||
| H | 15319 | |
| o | 15319 | |
| e | 15319 | |
| l | 15319 |
is_canceled
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 987.4 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 15319 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 15319 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 15319 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 15319 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 15319 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 15319 |
lead_time
Real number (ℝ)
| Distinct | 383 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 150.12932 |
| Minimum | 0 |
|---|---|
| Maximum | 626 |
| Zeros | 107 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 48 |
| median | 113 |
| Q3 | 230 |
| 95-th percentile | 412 |
| Maximum | 626 |
| Range | 626 |
| Interquartile range (IQR) | 182 |
Descriptive statistics
| Standard deviation | 126.07863 |
|---|---|
| Coefficient of variation (CV) | 0.83980021 |
| Kurtosis | 0.43692289 |
| Mean | 150.12932 |
| Median Absolute Deviation (MAD) | 77 |
| Skewness | 1.0054371 |
| Sum | 2299831 |
| Variance | 15895.821 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68 | 200 | 1.3% |
| 37 | 196 | 1.3% |
| 277 | 187 | 1.2% |
| 71 | 144 | 0.9% |
| 56 | 141 | 0.9% |
| 1 | 135 | 0.9% |
| 188 | 132 | 0.9% |
| 113 | 118 | 0.8% |
| 158 | 117 | 0.8% |
| 44 | 116 | 0.8% |
| Other values (373) | 13833 |
| Value | Count | Frequency (%) |
| 0 | 107 | |
| 1 | 135 | |
| 2 | 69 | |
| 3 | 57 | |
| 4 | 77 | |
| 5 | 82 | |
| 6 | 71 | |
| 7 | 69 | |
| 8 | 76 | |
| 9 | 75 |
| Value | Count | Frequency (%) |
| 626 | 30 | |
| 605 | 30 | |
| 538 | 17 | |
| 531 | 17 | |
| 524 | 17 | |
| 517 | 17 | |
| 510 | 17 | |
| 503 | 17 | |
| 496 | 17 | |
| 489 | 17 |
arrival_date_year
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 2016 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2016 |
|---|---|
| 2nd row | 2016 |
| 3rd row | 2016 |
| 4th row | 2016 |
| 5th row | 2016 |
Common Values
| Value | Count | Frequency (%) |
| 2016 | 15319 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2016 | 15319 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 15319 | |
| 0 | 15319 | |
| 1 | 15319 | |
| 6 | 15319 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 61276 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 15319 | |
| 0 | 15319 | |
| 1 | 15319 | |
| 6 | 15319 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 61276 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 15319 | |
| 0 | 15319 | |
| 1 | 15319 | |
| 6 | 15319 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 61276 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 15319 | |
| 0 | 15319 | |
| 1 | 15319 | |
| 6 | 15319 |
arrival_date_month
Categorical
High correlation 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| October | |
|---|---|
| June | |
| September | |
| April | |
| May | |
| Other values (7) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 6.0847314 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | April |
|---|---|
| 2nd row | March |
| 3rd row | April |
| 4th row | January |
| 5th row | April |
Common Values
| Value | Count | Frequency (%) |
| October | 1944 | |
| June | 1716 | |
| September | 1561 | |
| April | 1526 | |
| May | 1433 | |
| November | 1354 | |
| August | 1244 | |
| March | 1098 | |
| December | 1064 | |
| July | 1034 | |
| Other values (2) | 1345 |
Length
| Value | Count | Frequency (%) |
| october | 1944 | |
| june | 1716 | |
| september | 1561 | |
| april | 1526 | |
| may | 1433 | |
| november | 1354 | |
| august | 1244 | |
| march | 1098 | |
| december | 1064 | |
| july | 1034 | |
| Other values (2) | 1345 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 15156 | |
| r | 10805 | 11.6% |
| b | 6836 | 7.3% |
| u | 6583 | 7.1% |
| t | 4749 | 5.1% |
| a | 4308 | 4.6% |
| c | 4106 | 4.4% |
| m | 3979 | 4.3% |
| y | 3812 | 4.1% |
| o | 3298 | 3.5% |
| Other values (16) | 29580 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 93212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 15156 | |
| r | 10805 | 11.6% |
| b | 6836 | 7.3% |
| u | 6583 | 7.1% |
| t | 4749 | 5.1% |
| a | 4308 | 4.6% |
| c | 4106 | 4.4% |
| m | 3979 | 4.3% |
| y | 3812 | 4.1% |
| o | 3298 | 3.5% |
| Other values (16) | 29580 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 93212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 15156 | |
| r | 10805 | 11.6% |
| b | 6836 | 7.3% |
| u | 6583 | 7.1% |
| t | 4749 | 5.1% |
| a | 4308 | 4.6% |
| c | 4106 | 4.4% |
| m | 3979 | 4.3% |
| y | 3812 | 4.1% |
| o | 3298 | 3.5% |
| Other values (16) | 29580 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 93212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 15156 | |
| r | 10805 | 11.6% |
| b | 6836 | 7.3% |
| u | 6583 | 7.1% |
| t | 4749 | 5.1% |
| a | 4308 | 4.6% |
| c | 4106 | 4.4% |
| m | 3979 | 4.3% |
| y | 3812 | 4.1% |
| o | 3298 | 3.5% |
| Other values (16) | 29580 |
arrival_date_week_number
Real number (ℝ)
High correlation 
| Distinct | 53 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.509759 |
| Minimum | 1 |
|---|---|
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 18 |
| median | 29 |
| Q3 | 42 |
| 95-th percentile | 50 |
| Maximum | 53 |
| Range | 52 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 13.52747 |
|---|---|
| Coefficient of variation (CV) | 0.45840666 |
| Kurtosis | -1.1294326 |
| Mean | 29.509759 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.092294368 |
| Sum | 452060 |
| Variance | 182.99245 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25 | 622 | 4.1% |
| 42 | 539 | 3.5% |
| 45 | 537 | 3.5% |
| 43 | 473 | 3.1% |
| 40 | 468 | 3.1% |
| 13 | 428 | 2.8% |
| 23 | 398 | 2.6% |
| 17 | 393 | 2.6% |
| 18 | 390 | 2.5% |
| 24 | 387 | 2.5% |
| Other values (43) | 10684 |
| Value | Count | Frequency (%) |
| 1 | 40 | 0.3% |
| 2 | 35 | 0.2% |
| 3 | 64 | 0.4% |
| 4 | 145 | |
| 5 | 146 | |
| 6 | 85 | 0.6% |
| 7 | 115 | 0.8% |
| 8 | 353 | |
| 9 | 206 | |
| 10 | 292 |
| Value | Count | Frequency (%) |
| 53 | 323 | |
| 52 | 148 | 1.0% |
| 51 | 150 | 1.0% |
| 50 | 249 | |
| 49 | 294 | |
| 48 | 194 | 1.3% |
| 47 | 232 | |
| 46 | 381 | |
| 45 | 537 | |
| 44 | 368 |
arrival_date_day_of_month
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.841308 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.8123628 |
|---|---|
| Coefficient of variation (CV) | 0.55629009 |
| Kurtosis | -1.1757675 |
| Mean | 15.841308 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.021321698 |
| Sum | 242673 |
| Variance | 77.657737 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 750 | 4.9% |
| 28 | 692 | 4.5% |
| 7 | 645 | 4.2% |
| 20 | 636 | 4.2% |
| 19 | 570 | 3.7% |
| 13 | 566 | 3.7% |
| 1 | 556 | 3.6% |
| 15 | 552 | 3.6% |
| 22 | 526 | 3.4% |
| 27 | 525 | 3.4% |
| Other values (21) | 9301 |
| Value | Count | Frequency (%) |
| 1 | 556 | |
| 2 | 504 | |
| 3 | 457 | |
| 4 | 509 | |
| 5 | 483 | |
| 6 | 428 | |
| 7 | 645 | |
| 8 | 487 | |
| 9 | 477 | |
| 10 | 334 |
| Value | Count | Frequency (%) |
| 31 | 221 | 1.4% |
| 30 | 524 | |
| 29 | 465 | |
| 28 | 692 | |
| 27 | 525 | |
| 26 | 485 | |
| 25 | 425 | |
| 24 | 482 | |
| 23 | 295 | |
| 22 | 526 |
stays_in_weekend_nights
Real number (ℝ)
High correlation  Zeros 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.75207259 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 7804 |
| Zeros (%) | 50.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.91947534 |
|---|---|
| Coefficient of variation (CV) | 1.2225885 |
| Kurtosis | 5.3833554 |
| Mean | 0.75207259 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5230743 |
| Sum | 11521 |
| Variance | 0.84543489 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7804 | |
| 1 | 4020 | |
| 2 | 3265 | |
| 4 | 99 | 0.6% |
| 3 | 76 | 0.5% |
| 6 | 21 | 0.1% |
| 5 | 16 | 0.1% |
| 8 | 11 | 0.1% |
| 7 | 5 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 7804 | |
| 1 | 4020 | |
| 2 | 3265 | |
| 3 | 76 | 0.5% |
| 4 | 99 | 0.6% |
| 5 | 16 | 0.1% |
| 6 | 21 | 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 11 | 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 11 | 0.1% |
| 7 | 5 | < 0.1% |
| 6 | 21 | 0.1% |
| 5 | 16 | 0.1% |
| 4 | 99 | 0.6% |
| 3 | 76 | 0.5% |
| 2 | 3265 | |
| 1 | 4020 | |
| 0 | 7804 |
stays_in_week_nights
Real number (ℝ)
High correlation  Zeros 
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3156211 |
| Minimum | 0 |
|---|---|
| Maximum | 22 |
| Zeros | 769 |
| Zeros (%) | 5.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5800644 |
|---|---|
| Coefficient of variation (CV) | 0.68235013 |
| Kurtosis | 28.269022 |
| Mean | 2.3156211 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.5051945 |
| Sum | 35473 |
| Variance | 2.4966035 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 6058 | |
| 1 | 3243 | |
| 3 | 3112 | |
| 4 | 1171 | 7.6% |
| 0 | 769 | 5.0% |
| 5 | 652 | 4.3% |
| 6 | 91 | 0.6% |
| 7 | 53 | 0.3% |
| 10 | 51 | 0.3% |
| 8 | 33 | 0.2% |
| Other values (13) | 86 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 769 | 5.0% |
| 1 | 3243 | |
| 2 | 6058 | |
| 3 | 3112 | |
| 4 | 1171 | 7.6% |
| 5 | 652 | 4.3% |
| 6 | 91 | 0.6% |
| 7 | 53 | 0.3% |
| 8 | 33 | 0.2% |
| 9 | 29 | 0.2% |
| Value | Count | Frequency (%) |
| 22 | 3 | |
| 21 | 6 | |
| 20 | 4 | |
| 19 | 2 | < 0.1% |
| 18 | 4 | |
| 17 | 2 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 7 | |
| 14 | 7 | |
| 13 | 3 |
adults
Categorical
Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 987.4 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 835 |
| 0 | 42 |
| 4 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 11634 | |
| 1 | 2805 | 18.3% |
| 3 | 835 | 5.5% |
| 0 | 42 | 0.3% |
| 4 | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 11634 | |
| 1 | 2805 | 18.3% |
| 3 | 835 | 5.5% |
| 0 | 42 | 0.3% |
| 4 | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 11634 | |
| 1 | 2805 | 18.3% |
| 3 | 835 | 5.5% |
| 0 | 42 | 0.3% |
| 4 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 11634 | |
| 1 | 2805 | 18.3% |
| 3 | 835 | 5.5% |
| 0 | 42 | 0.3% |
| 4 | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 11634 | |
| 1 | 2805 | 18.3% |
| 3 | 835 | 5.5% |
| 0 | 42 | 0.3% |
| 4 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 11634 | |
| 1 | 2805 | 18.3% |
| 3 | 835 | 5.5% |
| 0 | 42 | 0.3% |
| 4 | 3 | < 0.1% |
children
Categorical
Imbalance 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 987.4 KiB |
| 0 | |
|---|---|
| 1 | 521 |
| 2 | 430 |
| 3 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 14363 | |
| 1 | 521 | 3.4% |
| 2 | 430 | 2.8% |
| 3 | 5 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 14363 | |
| 1 | 521 | 3.4% |
| 2 | 430 | 2.8% |
| 3 | 5 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 14363 | |
| 1 | 521 | 3.4% |
| 2 | 430 | 2.8% |
| 3 | 5 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14363 | |
| 1 | 521 | 3.4% |
| 2 | 430 | 2.8% |
| 3 | 5 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14363 | |
| 1 | 521 | 3.4% |
| 2 | 430 | 2.8% |
| 3 | 5 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14363 | |
| 1 | 521 | 3.4% |
| 2 | 430 | 2.8% |
| 3 | 5 | < 0.1% |
babies
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 987.4 KiB |
| 0 | |
|---|---|
| 1 | 32 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15287 | |
| 1 | 32 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15287 | |
| 1 | 32 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15287 | |
| 1 | 32 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15287 | |
| 1 | 32 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15287 | |
| 1 | 32 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15287 | |
| 1 | 32 | 0.2% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BB |
|---|---|
| 2nd row | BB |
| 3rd row | BB |
| 4th row | BB |
| 5th row | BB |
Common Values
| Value | Count | Frequency (%) |
| BB | 12539 | |
| SC | 1872 | 12.2% |
| HB | 908 | 5.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bb | 12539 | |
| sc | 1872 | 12.2% |
| hb | 908 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 25986 | |
| S | 1872 | 6.1% |
| C | 1872 | 6.1% |
| H | 908 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30638 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 25986 | |
| S | 1872 | 6.1% |
| C | 1872 | 6.1% |
| H | 908 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30638 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 25986 | |
| S | 1872 | 6.1% |
| C | 1872 | 6.1% |
| H | 908 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30638 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 25986 | |
| S | 1872 | 6.1% |
| C | 1872 | 6.1% |
| H | 908 | 3.0% |
country
Text
| Distinct | 113 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1017.2 KiB |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.9955611 |
| Min length | 2 |
Unique
| Unique | 19 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | PRT |
|---|---|
| 2nd row | PRT |
| 3rd row | PRT |
| 4th row | PRT |
| 5th row | FRA |
| Value | Count | Frequency (%) |
| prt | 8727 | |
| fra | 830 | 5.4% |
| esp | 825 | 5.4% |
| gbr | 718 | 4.7% |
| ita | 634 | 4.1% |
| deu | 522 | 3.4% |
| bra | 335 | 2.2% |
| chn | 248 | 1.6% |
| irl | 191 | 1.2% |
| bel | 190 | 1.2% |
| Other values (103) | 2099 | 13.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 11339 | |
| P | 9715 | |
| T | 9567 | |
| A | 2408 | 5.2% |
| E | 1864 | 4.1% |
| S | 1387 | 3.0% |
| B | 1277 | 2.8% |
| U | 1168 | 2.5% |
| I | 1011 | 2.2% |
| G | 965 | 2.1% |
| Other values (16) | 5188 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 45889 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 11339 | |
| P | 9715 | |
| T | 9567 | |
| A | 2408 | 5.2% |
| E | 1864 | 4.1% |
| S | 1387 | 3.0% |
| B | 1277 | 2.8% |
| U | 1168 | 2.5% |
| I | 1011 | 2.2% |
| G | 965 | 2.1% |
| Other values (16) | 5188 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 45889 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 11339 | |
| P | 9715 | |
| T | 9567 | |
| A | 2408 | 5.2% |
| E | 1864 | 4.1% |
| S | 1387 | 3.0% |
| B | 1277 | 2.8% |
| U | 1168 | 2.5% |
| I | 1011 | 2.2% |
| G | 965 | 2.1% |
| Other values (16) | 5188 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 45889 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 11339 | |
| P | 9715 | |
| T | 9567 | |
| A | 2408 | 5.2% |
| E | 1864 | 4.1% |
| S | 1387 | 3.0% |
| B | 1277 | 2.8% |
| U | 1168 | 2.5% |
| I | 1011 | 2.2% |
| G | 965 | 2.1% |
| Other values (16) | 5188 |
market_segment
Categorical
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Online TA | |
|---|---|
| Offline TA/TO | |
| Groups | |
| Direct | 496 |
| Corporate | 288 |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 9.2328481 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Offline TA/TO |
|---|---|
| 2nd row | Offline TA/TO |
| 3rd row | Offline TA/TO |
| 4th row | Offline TA/TO |
| 5th row | Online TA |
Common Values
| Value | Count | Frequency (%) |
| Online TA | 7131 | |
| Offline TA/TO | 3887 | |
| Groups | 3488 | |
| Direct | 496 | 3.2% |
| Corporate | 288 | 1.9% |
| Aviation | 29 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| online | 7131 | |
| ta | 7131 | |
| offline | 3887 | |
| ta/to | 3887 | |
| groups | 3488 | |
| direct | 496 | 1.9% |
| corporate | 288 | 1.1% |
| aviation | 29 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 18178 | |
| O | 14905 | |
| T | 14905 | |
| e | 11802 | |
| i | 11572 | |
| A | 11047 | |
| l | 11018 | |
| 11018 | ||
| f | 7774 | 5.5% |
| r | 4560 | 3.2% |
| Other values (12) | 24659 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 141438 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 18178 | |
| O | 14905 | |
| T | 14905 | |
| e | 11802 | |
| i | 11572 | |
| A | 11047 | |
| l | 11018 | |
| 11018 | ||
| f | 7774 | 5.5% |
| r | 4560 | 3.2% |
| Other values (12) | 24659 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 141438 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 18178 | |
| O | 14905 | |
| T | 14905 | |
| e | 11802 | |
| i | 11572 | |
| A | 11047 | |
| l | 11018 | |
| 11018 | ||
| f | 7774 | 5.5% |
| r | 4560 | 3.2% |
| Other values (12) | 24659 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 141438 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 18178 | |
| O | 14905 | |
| T | 14905 | |
| e | 11802 | |
| i | 11572 | |
| A | 11047 | |
| l | 11018 | |
| 11018 | ||
| f | 7774 | 5.5% |
| r | 4560 | 3.2% |
| Other values (12) | 24659 |
distribution_channel
Categorical
High correlation  Imbalance 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| TA/TO | |
|---|---|
| Direct | 508 |
| Corporate | 377 |
| GDS | 22 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.128729 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA/TO |
|---|---|
| 2nd row | TA/TO |
| 3rd row | TA/TO |
| 4th row | TA/TO |
| 5th row | TA/TO |
Common Values
| Value | Count | Frequency (%) |
| TA/TO | 14412 | |
| Direct | 508 | 3.3% |
| Corporate | 377 | 2.5% |
| GDS | 22 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta/to | 14412 | |
| direct | 508 | 3.3% |
| corporate | 377 | 2.5% |
| gds | 22 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 28824 | |
| A | 14412 | |
| / | 14412 | |
| O | 14412 | |
| r | 1262 | 1.6% |
| e | 885 | 1.1% |
| t | 885 | 1.1% |
| o | 754 | 1.0% |
| D | 530 | 0.7% |
| i | 508 | 0.6% |
| Other values (6) | 1683 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 78567 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 28824 | |
| A | 14412 | |
| / | 14412 | |
| O | 14412 | |
| r | 1262 | 1.6% |
| e | 885 | 1.1% |
| t | 885 | 1.1% |
| o | 754 | 1.0% |
| D | 530 | 0.7% |
| i | 508 | 0.6% |
| Other values (6) | 1683 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 78567 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 28824 | |
| A | 14412 | |
| / | 14412 | |
| O | 14412 | |
| r | 1262 | 1.6% |
| e | 885 | 1.1% |
| t | 885 | 1.1% |
| o | 754 | 1.0% |
| D | 530 | 0.7% |
| i | 508 | 0.6% |
| Other values (6) | 1683 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 78567 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 28824 | |
| A | 14412 | |
| / | 14412 | |
| O | 14412 | |
| r | 1262 | 1.6% |
| e | 885 | 1.1% |
| t | 885 | 1.1% |
| o | 754 | 1.0% |
| D | 530 | 0.7% |
| i | 508 | 0.6% |
| Other values (6) | 1683 | 2.1% |
is_repeated_guest
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 987.4 KiB |
| 0 | |
|---|---|
| 1 | 65 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15254 | |
| 1 | 65 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15254 | |
| 1 | 65 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15254 | |
| 1 | 65 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15254 | |
| 1 | 65 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15254 | |
| 1 | 65 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15254 | |
| 1 | 65 | 0.4% |
previous_cancellations
Real number (ℝ)
High correlation  Zeros 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10118154 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 14020 |
| Zeros (%) | 91.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.51692649 |
|---|---|
| Coefficient of variation (CV) | 5.1089012 |
| Kurtosis | 362.73566 |
| Mean | 0.10118154 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.25535 |
| Sum | 1550 |
| Variance | 0.26721299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14020 | |
| 1 | 1264 | 8.3% |
| 13 | 10 | 0.1% |
| 11 | 8 | 0.1% |
| 6 | 7 | < 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14020 | |
| 1 | 1264 | 8.3% |
| 2 | 6 | < 0.1% |
| 3 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 7 | < 0.1% |
| 11 | 8 | 0.1% |
| 13 | 10 | 0.1% |
| Value | Count | Frequency (%) |
| 13 | 10 | 0.1% |
| 11 | 8 | 0.1% |
| 6 | 7 | < 0.1% |
| 5 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 2 | 6 | < 0.1% |
| 1 | 1264 | 8.3% |
| 0 | 14020 |
previous_bookings_not_canceled
Real number (ℝ)
Skewed  Zeros 
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.039689275 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 15255 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.0103224 |
|---|---|
| Coefficient of variation (CV) | 25.455804 |
| Kurtosis | 1552.1768 |
| Mean | 0.039689275 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 36.261972 |
| Sum | 608 |
| Variance | 1.0207513 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15255 | |
| 1 | 21 | 0.1% |
| 25 | 8 | 0.1% |
| 4 | 6 | < 0.1% |
| 5 | 6 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 3 | < 0.1% |
| 6 | 3 | < 0.1% |
| 12 | 3 | < 0.1% |
| 11 | 2 | < 0.1% |
| Other values (8) | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 15255 | |
| 1 | 21 | 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 6 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 58 | 1 | < 0.1% |
| 48 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 25 | 8 | |
| 15 | 1 | < 0.1% |
| 12 | 3 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
reserved_room_type
Categorical
High correlation  Imbalance 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 987.4 KiB |
| A | |
|---|---|
| D | |
| F | 377 |
| B | 204 |
| E | 147 |
| Other values (2) | 47 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | D |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | A |
| 5th row | D |
Common Values
| Value | Count | Frequency (%) |
| A | 12414 | |
| D | 2130 | 13.9% |
| F | 377 | 2.5% |
| B | 204 | 1.3% |
| E | 147 | 1.0% |
| G | 43 | 0.3% |
| C | 4 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 12414 | |
| d | 2130 | 13.9% |
| f | 377 | 2.5% |
| b | 204 | 1.3% |
| e | 147 | 1.0% |
| g | 43 | 0.3% |
| c | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 12414 | |
| D | 2130 | 13.9% |
| F | 377 | 2.5% |
| B | 204 | 1.3% |
| E | 147 | 1.0% |
| G | 43 | 0.3% |
| C | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 12414 | |
| D | 2130 | 13.9% |
| F | 377 | 2.5% |
| B | 204 | 1.3% |
| E | 147 | 1.0% |
| G | 43 | 0.3% |
| C | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 12414 | |
| D | 2130 | 13.9% |
| F | 377 | 2.5% |
| B | 204 | 1.3% |
| E | 147 | 1.0% |
| G | 43 | 0.3% |
| C | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 12414 | |
| D | 2130 | 13.9% |
| F | 377 | 2.5% |
| B | 204 | 1.3% |
| E | 147 | 1.0% |
| G | 43 | 0.3% |
| C | 4 | < 0.1% |
assigned_room_type
Categorical
High correlation  Imbalance 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 987.4 KiB |
| A | |
|---|---|
| D | |
| F | 385 |
| B | 293 |
| E | 172 |
| Other values (3) | 63 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | D |
|---|---|
| 2nd row | A |
| 3rd row | B |
| 4th row | A |
| 5th row | D |
Common Values
| Value | Count | Frequency (%) |
| A | 12218 | |
| D | 2188 | 14.3% |
| F | 385 | 2.5% |
| B | 293 | 1.9% |
| E | 172 | 1.1% |
| G | 46 | 0.3% |
| C | 11 | 0.1% |
| K | 6 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 12218 | |
| d | 2188 | 14.3% |
| f | 385 | 2.5% |
| b | 293 | 1.9% |
| e | 172 | 1.1% |
| g | 46 | 0.3% |
| c | 11 | 0.1% |
| k | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 12218 | |
| D | 2188 | 14.3% |
| F | 385 | 2.5% |
| B | 293 | 1.9% |
| E | 172 | 1.1% |
| G | 46 | 0.3% |
| C | 11 | 0.1% |
| K | 6 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 12218 | |
| D | 2188 | 14.3% |
| F | 385 | 2.5% |
| B | 293 | 1.9% |
| E | 172 | 1.1% |
| G | 46 | 0.3% |
| C | 11 | 0.1% |
| K | 6 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 12218 | |
| D | 2188 | 14.3% |
| F | 385 | 2.5% |
| B | 293 | 1.9% |
| E | 172 | 1.1% |
| G | 46 | 0.3% |
| C | 11 | 0.1% |
| K | 6 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 12218 | |
| D | 2188 | 14.3% |
| F | 385 | 2.5% |
| B | 293 | 1.9% |
| E | 172 | 1.1% |
| G | 46 | 0.3% |
| C | 11 | 0.1% |
| K | 6 | < 0.1% |
booking_changes
Real number (ℝ)
Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.089039755 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 14471 |
| Zeros (%) | 94.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.44244022 |
|---|---|
| Coefficient of variation (CV) | 4.9690189 |
| Kurtosis | 123.29283 |
| Mean | 0.089039755 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.3273029 |
| Sum | 1364 |
| Variance | 0.19575335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14471 | |
| 1 | 502 | 3.3% |
| 2 | 256 | 1.7% |
| 3 | 52 | 0.3% |
| 4 | 20 | 0.1% |
| 5 | 8 | 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14471 | |
| 1 | 502 | 3.3% |
| 2 | 256 | 1.7% |
| 3 | 52 | 0.3% |
| 4 | 20 | 0.1% |
| 5 | 8 | 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 6 | < 0.1% |
| 5 | 8 | 0.1% |
| 4 | 20 | 0.1% |
| 3 | 52 | 0.3% |
| 2 | 256 | |
| 1 | 502 |
deposit_type
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| No Deposit | |
|---|---|
| Non Refund | |
| Refundable | 1 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | No Deposit |
|---|---|
| 2nd row | No Deposit |
| 3rd row | No Deposit |
| 4th row | No Deposit |
| 5th row | No Deposit |
Common Values
| Value | Count | Frequency (%) |
| No Deposit | 9434 | |
| Non Refund | 5884 | |
| Refundable | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 9434 | |
| deposit | 9434 | |
| non | 5884 | |
| refund | 5884 | |
| refundable | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 24752 | |
| e | 15320 | |
| N | 15318 | |
| 15318 | ||
| n | 11769 | |
| i | 9434 | 6.2% |
| t | 9434 | 6.2% |
| s | 9434 | 6.2% |
| p | 9434 | 6.2% |
| D | 9434 | 6.2% |
| Other values (7) | 23543 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 153190 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 24752 | |
| e | 15320 | |
| N | 15318 | |
| 15318 | ||
| n | 11769 | |
| i | 9434 | 6.2% |
| t | 9434 | 6.2% |
| s | 9434 | 6.2% |
| p | 9434 | 6.2% |
| D | 9434 | 6.2% |
| Other values (7) | 23543 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 153190 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 24752 | |
| e | 15320 | |
| N | 15318 | |
| 15318 | ||
| n | 11769 | |
| i | 9434 | 6.2% |
| t | 9434 | 6.2% |
| s | 9434 | 6.2% |
| p | 9434 | 6.2% |
| D | 9434 | 6.2% |
| Other values (7) | 23543 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 153190 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 24752 | |
| e | 15320 | |
| N | 15318 | |
| 15318 | ||
| n | 11769 | |
| i | 9434 | 6.2% |
| t | 9434 | 6.2% |
| s | 9434 | 6.2% |
| p | 9434 | 6.2% |
| D | 9434 | 6.2% |
| Other values (7) | 23543 |
days_in_waiting_list
Real number (ℝ)
Zeros 
| Distinct | 74 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.1874143 |
| Minimum | 0 |
|---|---|
| Maximum | 391 |
| Zeros | 13243 |
| Zeros (%) | 86.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 55 |
| Maximum | 391 |
| Range | 391 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 34.640895 |
|---|---|
| Coefficient of variation (CV) | 3.7704727 |
| Kurtosis | 57.981462 |
| Mean | 9.1874143 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.6773851 |
| Sum | 140742 |
| Variance | 1199.9916 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13243 | |
| 39 | 225 | 1.5% |
| 31 | 122 | 0.8% |
| 44 | 108 | 0.7% |
| 35 | 93 | 0.6% |
| 46 | 87 | 0.6% |
| 45 | 65 | 0.4% |
| 41 | 63 | 0.4% |
| 62 | 60 | 0.4% |
| 3 | 59 | 0.4% |
| Other values (64) | 1194 | 7.8% |
| Value | Count | Frequency (%) |
| 0 | 13243 | |
| 1 | 2 | < 0.1% |
| 3 | 59 | 0.4% |
| 4 | 7 | < 0.1% |
| 5 | 1 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 12 | 0.1% |
| 10 | 26 | 0.2% |
| 11 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 391 | 45 | |
| 379 | 9 | 0.1% |
| 330 | 1 | < 0.1% |
| 236 | 6 | < 0.1% |
| 224 | 6 | < 0.1% |
| 223 | 25 | |
| 215 | 13 | 0.1% |
| 207 | 5 | < 0.1% |
| 193 | 1 | < 0.1% |
| 187 | 23 |
customer_type
Categorical
Imbalance 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Transient | |
|---|---|
| Transient-Party | |
| Contract | 89 |
| Group | 7 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 9.6523272 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Transient |
|---|---|
| 2nd row | Transient |
| 3rd row | Transient |
| 4th row | Transient |
| 5th row | Transient-Party |
Common Values
| Value | Count | Frequency (%) |
| Transient | 13538 | |
| Transient-Party | 1685 | 11.0% |
| Contract | 89 | 0.6% |
| Group | 7 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| transient | 13538 | |
| transient-party | 1685 | 11.0% |
| contract | 89 | 0.6% |
| group | 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 30535 | |
| t | 17086 | |
| r | 17004 | |
| a | 16997 | |
| T | 15223 | |
| s | 15223 | |
| i | 15223 | |
| e | 15223 | |
| y | 1685 | 1.1% |
| - | 1685 | 1.1% |
| Other values (7) | 1980 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 147864 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 30535 | |
| t | 17086 | |
| r | 17004 | |
| a | 16997 | |
| T | 15223 | |
| s | 15223 | |
| i | 15223 | |
| e | 15223 | |
| y | 1685 | 1.1% |
| - | 1685 | 1.1% |
| Other values (7) | 1980 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 147864 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 30535 | |
| t | 17086 | |
| r | 17004 | |
| a | 16997 | |
| T | 15223 | |
| s | 15223 | |
| i | 15223 | |
| e | 15223 | |
| y | 1685 | 1.1% |
| - | 1685 | 1.1% |
| Other values (7) | 1980 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 147864 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 30535 | |
| t | 17086 | |
| r | 17004 | |
| a | 16997 | |
| T | 15223 | |
| s | 15223 | |
| i | 15223 | |
| e | 15223 | |
| y | 1685 | 1.1% |
| - | 1685 | 1.1% |
| Other values (7) | 1980 | 1.3% |
adr
Real number (ℝ)
| Distinct | 1746 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 102.82577 |
| Minimum | 26.35 |
|---|---|
| Maximum | 306 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 26.35 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 76.5 |
| median | 99.45 |
| Q3 | 120 |
| 95-th percentile | 160 |
| Maximum | 306 |
| Range | 279.65 |
| Interquartile range (IQR) | 43.5 |
Descriptive statistics
| Standard deviation | 32.840409 |
|---|---|
| Coefficient of variation (CV) | 0.31937917 |
| Kurtosis | 2.0607109 |
| Mean | 102.82577 |
| Median Absolute Deviation (MAD) | 21.55 |
| Skewness | 1.0801404 |
| Sum | 1575188 |
| Variance | 1078.4925 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 62 | 939 | 6.1% |
| 75 | 788 | 5.1% |
| 120 | 563 | 3.7% |
| 100 | 508 | 3.3% |
| 65 | 464 | 3.0% |
| 110 | 450 | 2.9% |
| 130 | 408 | 2.7% |
| 90 | 357 | 2.3% |
| 80 | 352 | 2.3% |
| 95 | 299 | 2.0% |
| Other values (1736) | 10191 |
| Value | Count | Frequency (%) |
| 26.35 | 1 | < 0.1% |
| 38.67 | 1 | < 0.1% |
| 41.76 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44.6 | 1 | < 0.1% |
| 45 | 4 | |
| 47.43 | 2 | |
| 47.67 | 1 | < 0.1% |
| 48.5 | 1 | < 0.1% |
| 48.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 306 | 1 | |
| 299.33 | 1 | |
| 294 | 1 | |
| 288 | 1 | |
| 285.17 | 2 | |
| 284.1 | 1 | |
| 283 | 1 | |
| 279.2 | 1 | |
| 278.9 | 1 | |
| 277.5 | 1 |
required_car_parking_spaces
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 987.4 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15319 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15319 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15319 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15319 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15319 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15319 |
total_of_special_requests
Categorical
Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 987.4 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 645 |
| 3 | 106 |
| 4 | 10 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12607 | |
| 1 | 1951 | 12.7% |
| 2 | 645 | 4.2% |
| 3 | 106 | 0.7% |
| 4 | 10 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12607 | |
| 1 | 1951 | 12.7% |
| 2 | 645 | 4.2% |
| 3 | 106 | 0.7% |
| 4 | 10 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12607 | |
| 1 | 1951 | 12.7% |
| 2 | 645 | 4.2% |
| 3 | 106 | 0.7% |
| 4 | 10 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12607 | |
| 1 | 1951 | 12.7% |
| 2 | 645 | 4.2% |
| 3 | 106 | 0.7% |
| 4 | 10 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12607 | |
| 1 | 1951 | 12.7% |
| 2 | 645 | 4.2% |
| 3 | 106 | 0.7% |
| 4 | 10 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15319 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12607 | |
| 1 | 1951 | 12.7% |
| 2 | 645 | 4.2% |
| 3 | 106 | 0.7% |
| 4 | 10 | 0.1% |
reservation_status
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Canceled | |
|---|---|
| No-Show | 544 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.9644885 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Canceled |
|---|---|
| 2nd row | No-Show |
| 3rd row | No-Show |
| 4th row | No-Show |
| 5th row | Canceled |
Common Values
| Value | Count | Frequency (%) |
| Canceled | 14775 | |
| No-Show | 544 | 3.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| canceled | 14775 | |
| no-show | 544 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 29550 | |
| C | 14775 | |
| a | 14775 | |
| n | 14775 | |
| c | 14775 | |
| l | 14775 | |
| d | 14775 | |
| o | 1088 | 0.9% |
| N | 544 | 0.4% |
| - | 544 | 0.4% |
| Other values (3) | 1632 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 122008 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 29550 | |
| C | 14775 | |
| a | 14775 | |
| n | 14775 | |
| c | 14775 | |
| l | 14775 | |
| d | 14775 | |
| o | 1088 | 0.9% |
| N | 544 | 0.4% |
| - | 544 | 0.4% |
| Other values (3) | 1632 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 122008 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 29550 | |
| C | 14775 | |
| a | 14775 | |
| n | 14775 | |
| c | 14775 | |
| l | 14775 | |
| d | 14775 | |
| o | 1088 | 0.9% |
| N | 544 | 0.4% |
| - | 544 | 0.4% |
| Other values (3) | 1632 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 122008 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 29550 | |
| C | 14775 | |
| a | 14775 | |
| n | 14775 | |
| c | 14775 | |
| l | 14775 | |
| d | 14775 | |
| o | 1088 | 0.9% |
| N | 544 | 0.4% |
| - | 544 | 0.4% |
| Other values (3) | 1632 | 1.3% |
| Distinct | 429 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 239.4 KiB |
| Minimum | 2015-01-12 00:00:00 |
|---|---|
| Maximum | 2016-12-31 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
total_stay
Real number (ℝ)
High correlation 
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0676937 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.0844052 |
|---|---|
| Coefficient of variation (CV) | 0.67946977 |
| Kurtosis | 36.161564 |
| Mean | 3.0676937 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.3402408 |
| Sum | 46994 |
| Variance | 4.3447449 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 4684 | |
| 2 | 4577 | |
| 1 | 2085 | |
| 4 | 1934 | |
| 5 | 777 | 5.1% |
| 6 | 527 | 3.4% |
| 7 | 387 | 2.5% |
| 8 | 84 | 0.5% |
| 10 | 67 | 0.4% |
| 9 | 44 | 0.3% |
| Other values (20) | 153 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 2085 | |
| 2 | 4577 | |
| 3 | 4684 | |
| 4 | 1934 | |
| 5 | 777 | 5.1% |
| 6 | 527 | 3.4% |
| 7 | 387 | 2.5% |
| 8 | 84 | 0.5% |
| 9 | 44 | 0.3% |
| 10 | 67 | 0.4% |
| Value | Count | Frequency (%) |
| 30 | 3 | < 0.1% |
| 29 | 8 | |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 3 | < 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 3 | < 0.1% |
| 23 | 1 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 5 |
cancellation_ratio
Real number (ℝ)
High correlation  Zeros 
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.083170112 |
| Minimum | 0 |
|---|---|
| Maximum | 0.99999833 |
| Zeros | 14020 |
| Zeros (%) | 91.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 239.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.99999 |
| Maximum | 0.99999833 |
| Range | 0.99999833 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.27539279 |
|---|---|
| Coefficient of variation (CV) | 3.311199 |
| Kurtosis | 7.144159 |
| Mean | 0.083170112 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.0215973 |
| Sum | 1274.083 |
| Variance | 0.07584119 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14020 | |
| 0.9999900001 | 1250 | 8.2% |
| 0.9285707653 | 10 | 0.1% |
| 0.3055554707 | 8 | 0.1% |
| 0.9999983333 | 6 | < 0.1% |
| 0.4999975 | 4 | < 0.1% |
| 0.1666663889 | 3 | < 0.1% |
| 0.3333327778 | 2 | < 0.1% |
| 0.03333332222 | 1 | < 0.1% |
| 0.3333322222 | 1 | < 0.1% |
| Other values (14) | 14 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14020 | |
| 0.03333332222 | 1 | < 0.1% |
| 0.06382977365 | 1 | < 0.1% |
| 0.06896549346 | 1 | < 0.1% |
| 0.08333326389 | 1 | < 0.1% |
| 0.09374998535 | 1 | < 0.1% |
| 0.09433960484 | 1 | < 0.1% |
| 0.1111109877 | 1 | < 0.1% |
| 0.1428569388 | 1 | < 0.1% |
| 0.1428570408 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.9999983333 | 6 | < 0.1% |
| 0.9999900001 | 1250 | |
| 0.9285707653 | 10 | 0.1% |
| 0.6666644445 | 1 | < 0.1% |
| 0.4999975 | 4 | < 0.1% |
| 0.4285708163 | 1 | < 0.1% |
| 0.3333327778 | 2 | < 0.1% |
| 0.3333322222 | 1 | < 0.1% |
| 0.3055554707 | 8 | 0.1% |
| 0.2857138776 | 1 | < 0.1% |
Interactions
Correlations
| adr | adults | arrival_date_day_of_month | arrival_date_month | arrival_date_week_number | assigned_room_type | babies | booking_changes | cancellation_ratio | children | customer_type | days_in_waiting_list | deposit_type | distribution_channel | is_repeated_guest | lead_time | market_segment | meal | previous_bookings_not_canceled | previous_cancellations | reservation_status | reserved_room_type | stays_in_week_nights | stays_in_weekend_nights | total_of_special_requests | total_stay | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| adr | 1.000 | 0.225 | -0.018 | 0.167 | 0.095 | 0.342 | 0.043 | 0.065 | -0.159 | 0.364 | 0.080 | -0.102 | 0.239 | 0.082 | 0.052 | -0.372 | 0.232 | 0.154 | -0.058 | -0.160 | 0.039 | 0.375 | 0.073 | 0.119 | 0.096 | 0.132 |
| adults | 0.225 | 1.000 | 0.045 | 0.118 | 0.118 | 0.328 | 0.020 | 0.017 | 0.045 | 0.187 | 0.086 | 0.039 | 0.135 | 0.066 | 0.082 | 0.119 | 0.156 | 0.114 | 0.025 | 0.012 | 0.117 | 0.355 | 0.053 | 0.069 | 0.064 | 0.070 |
| arrival_date_day_of_month | -0.018 | 0.045 | 1.000 | 0.153 | -0.060 | 0.028 | 0.000 | 0.019 | 0.031 | 0.027 | 0.080 | 0.038 | 0.101 | 0.090 | 0.043 | -0.047 | 0.099 | 0.075 | -0.007 | 0.031 | 0.038 | 0.029 | -0.030 | 0.032 | 0.030 | -0.004 |
| arrival_date_month | 0.167 | 0.118 | 0.153 | 1.000 | 0.826 | 0.057 | 0.023 | 0.024 | 0.155 | 0.086 | 0.104 | 0.142 | 0.147 | 0.095 | 0.034 | 0.222 | 0.153 | 0.109 | 0.024 | 0.047 | 0.155 | 0.069 | 0.070 | 0.078 | 0.114 | 0.082 |
| arrival_date_week_number | 0.095 | 0.118 | -0.060 | 0.826 | 1.000 | 0.050 | 0.019 | -0.005 | -0.273 | 0.080 | 0.115 | -0.230 | 0.150 | 0.082 | 0.032 | 0.211 | 0.144 | 0.111 | -0.007 | -0.272 | 0.150 | 0.062 | 0.073 | 0.043 | 0.117 | 0.074 |
| assigned_room_type | 0.342 | 0.328 | 0.028 | 0.057 | 0.050 | 1.000 | 0.079 | 0.038 | 0.052 | 0.485 | 0.095 | 0.053 | 0.268 | 0.171 | 0.011 | 0.106 | 0.230 | 0.128 | 0.000 | 0.000 | 0.112 | 0.881 | 0.069 | 0.064 | 0.101 | 0.085 |
| babies | 0.043 | 0.020 | 0.000 | 0.023 | 0.019 | 0.079 | 1.000 | 0.049 | 0.000 | 0.020 | 0.000 | 0.000 | 0.034 | 0.054 | 0.000 | 0.015 | 0.058 | 0.000 | 0.000 | 0.000 | 0.007 | 0.064 | 0.000 | 0.012 | 0.094 | 0.019 |
| booking_changes | 0.065 | 0.017 | 0.019 | 0.024 | -0.005 | 0.038 | 0.049 | 1.000 | -0.064 | 0.044 | 0.019 | -0.068 | 0.079 | 0.025 | 0.000 | -0.073 | 0.055 | 0.029 | 0.019 | -0.063 | 0.057 | 0.042 | 0.022 | 0.062 | 0.056 | 0.053 |
| cancellation_ratio | -0.159 | 0.045 | 0.031 | 0.155 | -0.273 | 0.052 | 0.000 | -0.064 | 1.000 | 0.038 | 0.105 | 0.372 | 0.200 | 0.114 | 0.473 | 0.092 | 0.171 | 0.094 | 0.124 | 1.000 | 0.056 | 0.052 | -0.049 | -0.103 | 0.046 | -0.096 |
| children | 0.364 | 0.187 | 0.027 | 0.086 | 0.080 | 0.485 | 0.020 | 0.044 | 0.038 | 1.000 | 0.023 | 0.037 | 0.143 | 0.046 | 0.000 | 0.081 | 0.145 | 0.061 | 0.000 | 0.000 | 0.019 | 0.495 | 0.048 | 0.047 | 0.079 | 0.061 |
| customer_type | 0.080 | 0.086 | 0.080 | 0.104 | 0.115 | 0.095 | 0.000 | 0.019 | 0.105 | 0.023 | 1.000 | 0.135 | 0.197 | 0.155 | 0.235 | 0.076 | 0.187 | 0.077 | 0.037 | 0.055 | 0.082 | 0.092 | 0.031 | 0.032 | 0.088 | 0.049 |
| days_in_waiting_list | -0.102 | 0.039 | 0.038 | 0.142 | -0.230 | 0.053 | 0.000 | -0.068 | 0.372 | 0.037 | 0.135 | 1.000 | 0.202 | 0.036 | 0.000 | 0.249 | 0.172 | 0.146 | 0.026 | 0.372 | 0.051 | 0.053 | 0.019 | -0.101 | 0.064 | -0.027 |
| deposit_type | 0.239 | 0.135 | 0.101 | 0.147 | 0.150 | 0.268 | 0.034 | 0.079 | 0.200 | 0.143 | 0.197 | 0.202 | 1.000 | 0.122 | 0.050 | 0.433 | 0.571 | 0.210 | 0.002 | 0.020 | 0.151 | 0.260 | 0.152 | 0.165 | 0.255 | 0.208 |
| distribution_channel | 0.082 | 0.066 | 0.090 | 0.095 | 0.082 | 0.171 | 0.054 | 0.025 | 0.114 | 0.046 | 0.155 | 0.036 | 0.122 | 1.000 | 0.230 | 0.119 | 0.716 | 0.059 | 0.095 | 0.066 | 0.144 | 0.183 | 0.088 | 0.078 | 0.035 | 0.084 |
| is_repeated_guest | 0.052 | 0.082 | 0.043 | 0.034 | 0.032 | 0.011 | 0.000 | 0.000 | 0.473 | 0.000 | 0.235 | 0.000 | 0.050 | 0.230 | 1.000 | 0.062 | 0.254 | 0.026 | 0.464 | 0.481 | 0.066 | 0.000 | 0.041 | 0.030 | 0.005 | 0.034 |
| lead_time | -0.372 | 0.119 | -0.047 | 0.222 | 0.211 | 0.106 | 0.015 | -0.073 | 0.092 | 0.081 | 0.076 | 0.249 | 0.433 | 0.119 | 0.062 | 1.000 | 0.294 | 0.181 | -0.048 | 0.092 | 0.162 | 0.109 | 0.062 | -0.136 | 0.123 | -0.028 |
| market_segment | 0.232 | 0.156 | 0.099 | 0.153 | 0.144 | 0.230 | 0.058 | 0.055 | 0.171 | 0.145 | 0.187 | 0.172 | 0.571 | 0.716 | 0.254 | 0.294 | 1.000 | 0.273 | 0.086 | 0.066 | 0.176 | 0.241 | 0.152 | 0.142 | 0.211 | 0.162 |
| meal | 0.154 | 0.114 | 0.075 | 0.109 | 0.111 | 0.128 | 0.000 | 0.029 | 0.094 | 0.061 | 0.077 | 0.146 | 0.210 | 0.059 | 0.026 | 0.181 | 0.273 | 1.000 | 0.000 | 0.000 | 0.054 | 0.128 | 0.066 | 0.097 | 0.100 | 0.055 |
| previous_bookings_not_canceled | -0.058 | 0.025 | -0.007 | 0.024 | -0.007 | 0.000 | 0.000 | 0.019 | 0.124 | 0.000 | 0.037 | 0.026 | 0.002 | 0.095 | 0.464 | -0.048 | 0.086 | 0.000 | 1.000 | 0.145 | 0.062 | 0.000 | -0.073 | -0.009 | 0.015 | -0.070 |
| previous_cancellations | -0.160 | 0.012 | 0.031 | 0.047 | -0.272 | 0.000 | 0.000 | -0.063 | 1.000 | 0.000 | 0.055 | 0.372 | 0.020 | 0.066 | 0.481 | 0.092 | 0.066 | 0.000 | 0.145 | 1.000 | 0.014 | 0.014 | -0.051 | -0.102 | 0.000 | -0.097 |
| reservation_status | 0.039 | 0.117 | 0.038 | 0.155 | 0.150 | 0.112 | 0.007 | 0.057 | 0.056 | 0.019 | 0.082 | 0.051 | 0.151 | 0.144 | 0.066 | 0.162 | 0.176 | 0.054 | 0.062 | 0.014 | 1.000 | 0.046 | 0.165 | 0.154 | 0.102 | 0.158 |
| reserved_room_type | 0.375 | 0.355 | 0.029 | 0.069 | 0.062 | 0.881 | 0.064 | 0.042 | 0.052 | 0.495 | 0.092 | 0.053 | 0.260 | 0.183 | 0.000 | 0.109 | 0.241 | 0.128 | 0.000 | 0.014 | 0.046 | 1.000 | 0.080 | 0.069 | 0.099 | 0.096 |
| stays_in_week_nights | 0.073 | 0.053 | -0.030 | 0.070 | 0.073 | 0.069 | 0.000 | 0.022 | -0.049 | 0.048 | 0.031 | 0.019 | 0.152 | 0.088 | 0.041 | 0.062 | 0.152 | 0.066 | -0.073 | -0.051 | 0.165 | 0.080 | 1.000 | 0.017 | 0.051 | 0.787 |
| stays_in_weekend_nights | 0.119 | 0.069 | 0.032 | 0.078 | 0.043 | 0.064 | 0.012 | 0.062 | -0.103 | 0.047 | 0.032 | -0.101 | 0.165 | 0.078 | 0.030 | -0.136 | 0.142 | 0.097 | -0.009 | -0.102 | 0.154 | 0.069 | 0.017 | 1.000 | 0.059 | 0.575 |
| total_of_special_requests | 0.096 | 0.064 | 0.030 | 0.114 | 0.117 | 0.101 | 0.094 | 0.056 | 0.046 | 0.079 | 0.088 | 0.064 | 0.255 | 0.035 | 0.005 | 0.123 | 0.211 | 0.100 | 0.015 | 0.000 | 0.102 | 0.099 | 0.051 | 0.059 | 1.000 | 0.074 |
| total_stay | 0.132 | 0.070 | -0.004 | 0.082 | 0.074 | 0.085 | 0.019 | 0.053 | -0.096 | 0.061 | 0.049 | -0.027 | 0.208 | 0.084 | 0.034 | -0.028 | 0.162 | 0.055 | -0.070 | -0.097 | 0.158 | 0.096 | 0.787 | 0.575 | 0.074 | 1.000 |
Missing values
Sample
| hotel | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | market_segment | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | assigned_room_type | booking_changes | deposit_type | days_in_waiting_list | customer_type | adr | required_car_parking_spaces | total_of_special_requests | reservation_status | reservation_status_date | total_stay | cancellation_ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | City Hotel | 1 | 31 | 2016 | April | 17 | 23 | 2 | 4 | 2 | 1 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | D | D | 0 | No Deposit | 0 | Transient | 26.35 | 0 | 0 | Canceled | 23/03/2016 | 6 | 0.0 |
| 30 | City Hotel | 1 | 12 | 2016 | March | 14 | 28 | 1 | 2 | 2 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 0 | Transient | 38.67 | 0 | 0 | No-Show | 28/03/2016 | 3 | 0.0 |
| 85 | City Hotel | 1 | 60 | 2016 | April | 15 | 9 | 2 | 3 | 3 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | B | 0 | No Deposit | 0 | Transient | 41.76 | 0 | 1 | No-Show | 09/04/2016 | 5 | 0.0 |
| 92 | City Hotel | 1 | 16 | 2016 | January | 6 | 31 | 2 | 2 | 1 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 0 | Transient | 43.00 | 0 | 0 | No-Show | 31/01/2016 | 4 | 0.0 |
| 108 | City Hotel | 1 | 0 | 2016 | April | 15 | 3 | 2 | 1 | 2 | 0 | 0 | BB | FRA | Online TA | TA/TO | 0 | 0 | 0 | D | D | 0 | No Deposit | 0 | Transient-Party | 44.60 | 0 | 0 | Canceled | 03/04/2016 | 3 | 0.0 |
| 112 | City Hotel | 1 | 0 | 2016 | April | 18 | 28 | 0 | 1 | 1 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | D | 0 | No Deposit | 0 | Transient-Party | 45.00 | 0 | 2 | Canceled | 28/04/2016 | 1 | 0.0 |
| 113 | City Hotel | 1 | 0 | 2016 | July | 31 | 27 | 0 | 1 | 1 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 0 | Transient | 45.00 | 0 | 1 | Canceled | 27/07/2016 | 1 | 0.0 |
| 114 | City Hotel | 1 | 0 | 2016 | July | 31 | 27 | 0 | 1 | 1 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 0 | Transient | 45.00 | 0 | 1 | Canceled | 27/07/2016 | 1 | 0.0 |
| 115 | City Hotel | 1 | 0 | 2016 | October | 44 | 28 | 0 | 1 | 1 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 0 | Transient | 45.00 | 0 | 1 | No-Show | 28/10/2016 | 1 | 0.0 |
| 153 | City Hotel | 1 | 54 | 2016 | March | 10 | 1 | 0 | 4 | 2 | 0 | 0 | SC | PRT | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 0 | Transient | 47.43 | 0 | 0 | Canceled | 07/01/2016 | 4 | 0.0 |
| hotel | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | market_segment | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | assigned_room_type | booking_changes | deposit_type | days_in_waiting_list | customer_type | adr | required_car_parking_spaces | total_of_special_requests | reservation_status | reservation_status_date | total_stay | cancellation_ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37462 | City Hotel | 1 | 36 | 2016 | July | 31 | 27 | 1 | 4 | 2 | 2 | 0 | BB | PRT | Online TA | TA/TO | 0 | 0 | 0 | G | G | 0 | No Deposit | 0 | Transient | 278.90 | 0 | 0 | Canceled | 22/06/2016 | 5 | 0.0 |
| 37463 | City Hotel | 1 | 29 | 2016 | September | 40 | 28 | 1 | 4 | 1 | 0 | 0 | BB | PRT | Online TA | TA/TO | 0 | 0 | 0 | G | G | 2 | No Deposit | 0 | Transient | 279.20 | 0 | 1 | Canceled | 28/09/2016 | 5 | 0.0 |
| 37465 | City Hotel | 1 | 0 | 2016 | August | 34 | 16 | 0 | 1 | 2 | 2 | 0 | BB | PRT | Direct | Direct | 0 | 0 | 0 | F | F | 0 | No Deposit | 0 | Transient | 283.00 | 0 | 3 | No-Show | 16/08/2016 | 1 | 0.0 |
| 37467 | City Hotel | 1 | 22 | 2016 | September | 38 | 17 | 0 | 1 | 1 | 2 | 0 | BB | EGY | Online TA | TA/TO | 0 | 0 | 0 | B | B | 0 | No Deposit | 0 | Transient | 284.10 | 0 | 0 | Canceled | 26/08/2016 | 1 | 0.0 |
| 37469 | City Hotel | 1 | 24 | 2016 | May | 21 | 21 | 2 | 1 | 3 | 1 | 0 | BB | PRT | Online TA | TA/TO | 0 | 0 | 0 | G | G | 0 | No Deposit | 0 | Transient | 285.17 | 0 | 0 | Canceled | 03/05/2016 | 3 | 0.0 |
| 37470 | City Hotel | 1 | 24 | 2016 | May | 21 | 21 | 2 | 1 | 3 | 1 | 0 | BB | PRT | Online TA | TA/TO | 0 | 0 | 0 | G | G | 0 | No Deposit | 0 | Transient | 285.17 | 0 | 0 | Canceled | 03/05/2016 | 3 | 0.0 |
| 37472 | City Hotel | 1 | 22 | 2016 | August | 34 | 19 | 0 | 2 | 2 | 2 | 0 | HB | ESP | Online TA | TA/TO | 0 | 0 | 0 | F | F | 0 | No Deposit | 0 | Transient | 288.00 | 0 | 2 | Canceled | 02/08/2016 | 2 | 0.0 |
| 37474 | City Hotel | 1 | 26 | 2016 | October | 40 | 1 | 2 | 2 | 2 | 2 | 0 | HB | BEL | Online TA | TA/TO | 0 | 0 | 0 | F | F | 0 | No Deposit | 0 | Transient | 294.00 | 0 | 2 | Canceled | 16/09/2016 | 4 | 0.0 |
| 37479 | City Hotel | 1 | 21 | 2016 | July | 30 | 17 | 2 | 1 | 4 | 0 | 0 | BB | PRT | Online TA | TA/TO | 0 | 0 | 0 | G | G | 0 | No Deposit | 0 | Transient | 299.33 | 0 | 0 | Canceled | 07/07/2016 | 3 | 0.0 |
| 37485 | City Hotel | 1 | 11 | 2016 | September | 38 | 16 | 1 | 2 | 2 | 2 | 0 | HB | FRA | Online TA | TA/TO | 0 | 0 | 0 | F | F | 0 | No Deposit | 0 | Transient | 306.00 | 0 | 0 | Canceled | 08/09/2016 | 3 | 0.0 |
Duplicate rows
Most frequently occurring
| hotel | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | market_segment | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | assigned_room_type | booking_changes | deposit_type | days_in_waiting_list | customer_type | adr | required_car_parking_spaces | total_of_special_requests | reservation_status | reservation_status_date | total_stay | cancellation_ratio | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 914 | City Hotel | 1 | 277 | 2016 | November | 46 | 7 | 1 | 2 | 2 | 0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 0 | Transient | 100.0 | 0 | 0 | Canceled | 04/04/2016 | 3 | 0.00000 | 180 |
| 348 | City Hotel | 1 | 68 | 2016 | February | 8 | 17 | 0 | 2 | 2 | 0 | 0 | BB | PRT | Groups | TA/TO | 0 | 1 | 0 | A | A | 0 | Non Refund | 0 | Transient | 75.0 | 0 | 0 | Canceled | 06/01/2016 | 2 | 0.99999 | 150 |
| 757 | City Hotel | 1 | 188 | 2016 | June | 25 | 15 | 0 | 2 | 1 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 39 | Transient | 130.0 | 0 | 0 | Canceled | 18/01/2016 | 2 | 0.00000 | 109 |
| 665 | City Hotel | 1 | 158 | 2016 | May | 22 | 24 | 0 | 2 | 1 | 0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 31 | Transient | 130.0 | 0 | 0 | Canceled | 18/01/2016 | 2 | 0.00000 | 101 |
| 360 | City Hotel | 1 | 71 | 2016 | June | 25 | 14 | 0 | 3 | 1 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 0 | Transient | 120.0 | 0 | 0 | Canceled | 27/04/2016 | 3 | 0.00000 | 89 |
| 693 | City Hotel | 1 | 166 | 2016 | November | 45 | 1 | 0 | 3 | 1 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 0 | Transient | 110.0 | 0 | 0 | Canceled | 13/07/2016 | 3 | 0.00000 | 85 |
| 955 | City Hotel | 1 | 304 | 2016 | November | 45 | 3 | 0 | 3 | 2 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 0 | Transient | 89.0 | 0 | 0 | Canceled | 01/02/2016 | 3 | 0.00000 | 85 |
| 956 | City Hotel | 1 | 305 | 2016 | November | 45 | 4 | 1 | 2 | 2 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 0 | Transient | 89.0 | 0 | 0 | Canceled | 01/02/2016 | 3 | 0.00000 | 85 |
| 217 | City Hotel | 1 | 37 | 2016 | October | 42 | 13 | 0 | 3 | 2 | 0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 0 | Transient-Party | 105.0 | 0 | 0 | Canceled | 06/09/2016 | 3 | 0.00000 | 84 |
| 474 | City Hotel | 1 | 99 | 2016 | February | 8 | 19 | 0 | 1 | 2 | 0 | 0 | BB | PRT | Corporate | Corporate | 0 | 1 | 0 | A | A | 0 | No Deposit | 0 | Transient-Party | 80.0 | 0 | 0 | Canceled | 22/12/2015 | 1 | 0.99999 | 69 |